{"id":"W1889140309","doi":"10.3968/j.est.1923847920130601.2674","title":"Substitution of Coke and Energy Saving in Blast Furnaces Part 4. System Analysis of the Processes Under Influence of the Complex of Parameters","year":2013,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Coal and Coke Industries Research","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coke; Blast furnace; Anthracite; Coal; Pulverized coal-fired boiler; Pig iron; Waste management; Metallurgy; Environmental science; Chemistry; Engineering; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002173707,0.00007555822,0.0002579241,0.0005128099,0.0000941725,0.00001019906,0.0005279985,0.00009338348,0.000006418133],"category_scores_gemma":[0.0002616988,0.00004377358,0.00002686931,0.005489326,0.003758522,0.0001336249,0.0003053333,0.00007641275,4.578312e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002750403,"about_ca_system_score_gemma":0.0001911266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267842,"about_ca_topic_score_gemma":0.007581602,"domain_scores_codex":[0.9989352,0.00004417723,0.0003155627,0.0001869651,0.0003393741,0.0001787573],"domain_scores_gemma":[0.9989176,0.0001113237,0.0002379274,0.000300085,0.0004129202,0.00002012805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001801038,0.00008623935,0.2029005,0.0001242787,0.0001336087,7.567519e-7,0.000204117,0.05124053,0.2853889,0.4453187,0.000009759082,0.01457455],"study_design_scores_gemma":[0.0003241308,0.0001614581,0.3087878,0.0003269873,0.0001029199,0.00001282723,0.004037268,0.009426532,0.6728962,0.002932711,0.0008323283,0.0001588379],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989987,0.0002084626,0.0000233016,0.0003300834,0.00001772473,0.00003414995,0.000003562128,0.000007537035,0.0003764824],"genre_scores_gemma":[0.9998167,0.000091102,0.00001631998,0.00001404955,0.000001810371,0.00001410196,3.525255e-7,0.000002048338,0.00004355481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.442386,"threshold_uncertainty_score":0.9989527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940305931895531,"score_gpt":0.233998903989338,"score_spread":0.2145958446703827,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}